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https://aclanthology.org/2023.emnlp-main.401.bib | https://aclanthology.org/2023.emnlp-main.401/ | @inproceedings{weissweiler-etal-2023-counting,
title = "Counting the Bugs in {C}hat{GPT}{'}s Wugs: A Multilingual Investigation into the Morphological Capabilities of a Large Language Model",
author = "Weissweiler, Leonie and
Hofmann, Valentin and
Kantharuban, Anjali and
Cai, Anna and
... | Large language models (LLMs) have recently reached an impressive level of linguistic capability, prompting comparisons with human language skills. However, there have been relatively few systematic inquiries into the linguistic capabilities of the latest generation of LLMs, and those studies that do exist (i) ignore th... | [
"Weissweiler, Leonie",
"Hofmann, Valentin",
"Kantharuban, Anjali",
"Cai, Anna",
"Dutt, Ritam",
"Hengle, Amey",
"Kabra, Anubha",
"Kulkarni, Atharva",
"Vijayakumar, Abhishek",
"Yu, Haofei",
"Schuetze, Hinrich",
"Oflazer, Kemal",
"Mortensen, David"
] | Counting the Bugs in ChatGPT's Wugs: A Multilingual Investigation into the Morphological Capabilities of a Large Language Model | emnlp-main.401 | 2310.15113 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.402.bib | https://aclanthology.org/2023.emnlp-main.402/ | @inproceedings{long-etal-2023-adapt,
title = "Adapt in Contexts: Retrieval-Augmented Domain Adaptation via In-Context Learning",
author = "Long, Quanyu and
Wang, Wenya and
Pan, Sinno",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the ... | Large language models (LLMs) have showcased their capability with few-shot inference known as in-context learning. However, in-domain demonstrations are not always readily available in real scenarios, leading to cross-domain in-context learning. Besides, LLMs are still facing challenges in long-tail knowledge in unseen... | [
"Long, Quanyu",
"Wang, Wenya",
"Pan, Sinno"
] | Adapt in Contexts: Retrieval-Augmented Domain Adaptation via In-Context Learning | emnlp-main.402 | 2311.11551 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.403.bib | https://aclanthology.org/2023.emnlp-main.403/ | @inproceedings{brown-etal-2023-understanding,
title = "Understanding the Inner-workings of Language Models Through Representation Dissimilarity",
author = "Brown, Davis and
Godfrey, Charles and
Konz, Nicholas and
Tu, Jonathan and
Kvinge, Henry",
editor = "Bouamor, Houda and
... | As language models are applied to an increasing number of real-world applications, understanding their inner workings has become an important issue in model trust, interpretability, and transparency. In this work we show that representation dissimilarity measures, which are functions that measure the extent to which tw... | [
"Brown, Davis",
"Godfrey, Charles",
"Konz, Nicholas",
"Tu, Jonathan",
"Kvinge, Henry"
] | Understanding the Inner-workings of Language Models Through Representation Dissimilarity | emnlp-main.403 | 2310.14993 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.404.bib | https://aclanthology.org/2023.emnlp-main.404/ | @inproceedings{lu-etal-2023-efficient,
title = "Efficient Classification of Long Documents via State-Space Models",
author = "Lu, Peng and
Wang, Suyuchen and
Rezagholizadeh, Mehdi and
Liu, Bang and
Kobyzev, Ivan",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Ka... | Transformer-based models have achieved state-of-the-art performance on numerous NLP applications. However, long documents which are prevalent in real-world scenarios cannot be efficiently processed by transformers with the vanilla self-attention module due to their quadratic computation complexity and limited length ex... | [
"Lu, Peng",
"Wang, Suyuchen",
"Rezagholizadeh, Mehdi",
"Liu, Bang",
"Kobyzev, Ivan"
] | Efficient Classification of Long Documents via State-Space Models | emnlp-main.404 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.405.bib | https://aclanthology.org/2023.emnlp-main.405/ | @inproceedings{shi-etal-2023-dual,
title = "Dual-Feedback Knowledge Retrieval for Task-Oriented Dialogue Systems",
author = "Shi, Tianyuan and
Li, Liangzhi and
Lin, Zijian and
Yang, Tao and
Quan, Xiaojun and
Wang, Qifan",
editor = "Bouamor, Houda and
Pino, Juan and... | Efficient knowledge retrieval plays a pivotal role in ensuring the success of end-to-end task-oriented dialogue systems by facilitating the selection of relevant information necessary to fulfill user requests. However, current approaches generally integrate knowledge retrieval and response generation, which poses scala... | [
"Shi, Tianyuan",
"Li, Liangzhi",
"Lin, Zijian",
"Yang, Tao",
"Quan, Xiaojun",
"Wang, Qifan"
] | Dual-Feedback Knowledge Retrieval for Task-Oriented Dialogue Systems | emnlp-main.405 | 2310.14528 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.406.bib | https://aclanthology.org/2023.emnlp-main.406/ | @inproceedings{boisson-etal-2023-construction,
title = "Construction Artifacts in Metaphor Identification Datasets",
author = "Boisson, Joanne and
Espinosa-Anke, Luis and
Camacho-Collados, Jose",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedi... | Metaphor identification aims at understanding whether a given expression is used figuratively in context. However, in this paper we show how existing metaphor identification datasets can be gamed by fully ignoring the potential metaphorical expression or the context in which it occurs. We test this hypothesis in a vari... | [
"Boisson, Joanne",
"Espinosa-Anke, Luis",
"Camacho-Collados, Jose"
] | Construction Artifacts in Metaphor Identification Datasets | emnlp-main.406 | 2311.00790 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.407.bib | https://aclanthology.org/2023.emnlp-main.407/ | @inproceedings{nathani-etal-2023-maf,
title = "{MAF}: Multi-Aspect Feedback for Improving Reasoning in Large Language Models",
author = "Nathani, Deepak and
Wang, David and
Pan, Liangming and
Wang, William",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
bo... | Language Models (LMs) have shown impressive performance in various natural language tasks. However, when it comes to natural language reasoning, LMs still face challenges such as hallucination, generating incorrect intermediate reasoning steps, and making mathematical errors. Recent research has focused on enhancing LM... | [
"Nathani, Deepak",
"Wang, David",
"Pan, Liangming",
"Wang, William"
] | MAF: Multi-Aspect Feedback for Improving Reasoning in Large Language Models | emnlp-main.407 | 2310.12426 | [
"https://github.com/deepakn97/maf"
] | https://huggingface.co/papers/2310.12426 | 0 | 1 | 0 | 4 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.408.bib | https://aclanthology.org/2023.emnlp-main.408/ | @inproceedings{shi-etal-2023-granularity,
title = "Granularity Matters: Pathological Graph-driven Cross-modal Alignment for Brain {CT} Report Generation",
author = "Shi, Yanzhao and
Ji, Junzhong and
Zhang, Xiaodan and
Qu, Liangqiong and
Liu, Ying",
editor = "Bouamor, Houda and
... | The automatic Brain CT reports generation can improve the efficiency and accuracy of diagnosing cranial diseases. However, current methods are limited by 1) coarse-grained supervision: the training data in image-text format lacks detailed supervision for recognizing subtle abnormalities, and 2) coupled cross-modal alig... | [
"Shi, Yanzhao",
"Ji, Junzhong",
"Zhang, Xiaodan",
"Qu, Liangqiong",
"Liu, Ying"
] | Granularity Matters: Pathological Graph-driven Cross-modal Alignment for Brain CT Report Generation | emnlp-main.408 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Oral | |
https://aclanthology.org/2023.emnlp-main.409.bib | https://aclanthology.org/2023.emnlp-main.409/ | @inproceedings{wu-etal-2023-enhancing,
title = "Enhancing Structured Evidence Extraction for Fact Verification",
author = "Wu, Zirui and
Hu, Nan and
Feng, Yansong",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023 Conference on E... | Open-domain fact verification is the task of verifying claims in natural language texts against extracted evidence. FEVEROUS is a benchmark that requires extracting and integrating both unstructured and structured evidence to verify a given claim. Previous models suffer from low recall of structured evidence extraction... | [
"Wu, Zirui",
"Hu, Nan",
"Feng, Yansong"
] | Enhancing Structured Evidence Extraction for Fact Verification | emnlp-main.409 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.410.bib | https://aclanthology.org/2023.emnlp-main.410/ | @inproceedings{wu-etal-2023-rethinking-model,
title = "Rethinking Model Selection and Decoding for Keyphrase Generation with Pre-trained Sequence-to-Sequence Models",
author = "Wu, Di and
Ahmad, Wasi and
Chang, Kai-Wei",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
... | Keyphrase Generation (KPG) is a longstanding task in NLP with widespread applications. The advent of sequence-to-sequence (seq2seq) pre-trained language models (PLMs) has ushered in a transformative era for KPG, yielding promising performance improvements. However, many design decisions remain unexplored and are often ... | [
"Wu, Di",
"Ahmad, Wasi",
"Chang, Kai-Wei"
] | Rethinking Model Selection and Decoding for Keyphrase Generation with Pre-trained Sequence-to-Sequence Models | emnlp-main.410 | 2310.06374 | [
"https://github.com/uclanlp/deepkpg"
] | https://huggingface.co/papers/2310.06374 | 1 | 0 | 0 | 3 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.411.bib | https://aclanthology.org/2023.emnlp-main.411/ | @inproceedings{bast-etal-2023-fair,
title = "A Fair and In-Depth Evaluation of Existing End-to-End Entity Linking Systems",
author = "Bast, Hannah and
Hertel, Matthias and
Prange, Natalie",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of... | Existing evaluations of entity linking systems often say little about how the system is going to perform for a particular application. There are two fundamental reasons for this. One is that many evaluations only use aggregate measures (like precision, recall, and F1 score), without a detailed error analysis or a close... | [
"Bast, Hannah",
"Hertel, Matthias",
"Prange, Natalie"
] | A Fair and In-Depth Evaluation of Existing End-to-End Entity Linking Systems | emnlp-main.411 | 2305.14937 | [
"https://github.com/ad-freiburg/fair-entity-linking-benchmarks"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.412.bib | https://aclanthology.org/2023.emnlp-main.412/ | @inproceedings{wu-etal-2023-multi-task,
title = "A Multi-Task Dataset for Assessing Discourse Coherence in {C}hinese Essays: Structure, Theme, and Logic Analysis",
author = "Wu, Hongyi and
Shen, Xinshu and
Lan, Man and
Mao, Shaoguang and
Bai, Xiaopeng and
Wu, Yuanbin",
edi... | This paper introduces the \textbf{C}hinese \textbf{E}ssay \textbf{D}iscourse \textbf{C}oherence \textbf{C}orpus (\textbf{CEDCC}), a multi-task dataset for assessing discourse coherence. Existing research tends to focus on isolated dimensions of discourse coherence, a gap which the CEDCC addresses by integrating coheren... | [
"Wu, Hongyi",
"Shen, Xinshu",
"Lan, Man",
"Mao, Shaoguang",
"Bai, Xiaopeng",
"Wu, Yuanbin"
] | A Multi-Task Dataset for Assessing Discourse Coherence in Chinese Essays: Structure, Theme, and Logic Analysis | emnlp-main.412 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.413.bib | https://aclanthology.org/2023.emnlp-main.413/ | @inproceedings{chen-he-2023-skd,
title = "{SKD}-{NER}: Continual Named Entity Recognition via Span-based Knowledge Distillation with Reinforcement Learning",
author = "Chen, Yi and
He, Liang",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the... | Continual learning for named entity recognition (CL-NER) aims to enable models to continuously learn new entity types while retaining the ability to recognize previously learned ones. However, the current strategies fall short of effectively addressing the catastrophic forgetting of previously learned entity types. To ... | [
"Chen, Yi",
"He, Liang"
] | SKD-NER: Continual Named Entity Recognition via Span-based Knowledge Distillation with Reinforcement Learning | emnlp-main.413 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.414.bib | https://aclanthology.org/2023.emnlp-main.414/ | @inproceedings{qin-etal-2023-lifelong,
title = "Lifelong Sequence Generation with Dynamic Module Expansion and Adaptation",
author = "Qin, Chengwei and
Chen, Chen and
Joty, Shafiq",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 202... | Lifelong sequence generation (LSG), a problem in continual learning, aims to continually train a model on a sequence of generation tasks to learn constantly emerging new generation patterns while avoiding the forgetting of previous knowledge. Existing LSG methods mainly focus on maintaining old knowledge while paying l... | [
"Qin, Chengwei",
"Chen, Chen",
"Joty, Shafiq"
] | Lifelong Sequence Generation with Dynamic Module Expansion and Adaptation | emnlp-main.414 | 2310.09886 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.415.bib | https://aclanthology.org/2023.emnlp-main.415/ | @inproceedings{fleisig-etal-2023-majority,
title = "When the Majority is Wrong: Modeling Annotator Disagreement for Subjective Tasks",
author = "Fleisig, Eve and
Abebe, Rediet and
Klein, Dan",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings... | Though majority vote among annotators is typically used for ground truth labels in machine learning, annotator disagreement in tasks such as hate speech detection may reflect systematic differences in opinion across groups, not noise. Thus, a crucial problem in hate speech detection is determining if a statement is off... | [
"Fleisig, Eve",
"Abebe, Rediet",
"Klein, Dan"
] | When the Majority is Wrong: Modeling Annotator Disagreement for Subjective Tasks | emnlp-main.415 | 2305.06626 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.416.bib | https://aclanthology.org/2023.emnlp-main.416/ | @inproceedings{hemmer-etal-2023-lazy,
title = "Lazy-k Decoding: Constrained Decoding for Information Extraction",
author = "Hemmer, Arthur and
Coustaty, Mickael and
Bartolo, Nicola and
Brachat, Jerome and
Ogier, Jean-marc",
editor = "Bouamor, Houda and
Pino, Juan and
... | We explore the possibility of improving probabilistic models in structured prediction. Specifically, we combine the models with constrained decoding approaches in the context of token classification for information extraction. The decoding methods search for constraint-satisfying label-assignments while maximizing the ... | [
"Hemmer, Arthur",
"Coustaty, Mickael",
"Bartolo, Nicola",
"Brachat, Jerome",
"Ogier, Jean-marc"
] | Lazy-k Decoding: Constrained Decoding for Information Extraction | emnlp-main.416 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.417.bib | https://aclanthology.org/2023.emnlp-main.417/ | @inproceedings{chen-etal-2023-personalized,
title = "Personalized Distillation: Empowering Open-Sourced {LLM}s with Adaptive Learning for Code Generation",
author = "Chen, Hailin and
Saha, Amrita and
Hoi, Steven and
Joty, Shafiq",
editor = "Bouamor, Houda and
Pino, Juan and
... | With the rise of powerful closed-sourced LLMs (ChatGPT, GPT-4), there are increasing interests in distilling the capabilies of close-sourced LLMs to smaller open-sourced LLMs. Previous distillation methods usually prompt ChatGPT to generate a set of instructions and answers, for the student model to learn. However, suc... | [
"Chen, Hailin",
"Saha, Amrita",
"Hoi, Steven",
"Joty, Shafiq"
] | Personalized Distillation: Empowering Open-Sourced LLMs with Adaptive Learning for Code Generation | emnlp-main.417 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.418.bib | https://aclanthology.org/2023.emnlp-main.418/ | @inproceedings{jain-etal-2023-language-models,
title = "Do Language Models Have a Common Sense regarding Time? Revisiting Temporal Commonsense Reasoning in the Era of Large Language Models",
author = "Jain, Raghav and
Sojitra, Daivik and
Acharya, Arkadeep and
Saha, Sriparna and
Jatow... | Temporal reasoning represents a vital component of human communication and understanding, yet remains an underexplored area within the context of Large Language Models (LLMs). Despite LLMs demonstrating significant proficiency in a range of tasks, a comprehensive, large-scale analysis of their temporal reasoning capabi... | [
"Jain, Raghav",
"Sojitra, Daivik",
"Acharya, Arkadeep",
"Saha, Sriparna",
"Jatowt, Adam",
"D",
"apat, S",
"ipan"
] | Do Language Models Have a Common Sense regarding Time? Revisiting Temporal Commonsense Reasoning in the Era of Large Language Models | emnlp-main.418 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.419.bib | https://aclanthology.org/2023.emnlp-main.419/ | @inproceedings{havaldar-etal-2023-comparing,
title = "Comparing Styles across Languages",
author = "Havaldar, Shreya and
Pressimone, Matthew and
Wong, Eric and
Ungar, Lyle",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023... | Understanding how styles differ across languages is advantageous for training both humans and computers to generate culturally appropriate text. We introduce an explanation framework to extract stylistic differences from multilingual LMs and compare styles across languages. Our framework (1) generates comprehensive sty... | [
"Havaldar, Shreya",
"Pressimone, Matthew",
"Wong, Eric",
"Ungar, Lyle"
] | Comparing Styles across Languages | emnlp-main.419 | 2310.07135 | [
"https://github.com/shreyahavaldar/multilingual_politeness"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.420.bib | https://aclanthology.org/2023.emnlp-main.420/ | @inproceedings{liu-etal-2023-event,
title = "Event Causality Extraction via Implicit Cause-Effect Interactions",
author = "Liu, Jintao and
Zhang, Zequn and
Wei, Kaiwen and
Guo, Zhi and
Sun, Xian and
Jin, Li and
Li, Xiaoyu",
editor = "Bouamor, Houda and
Pino, ... | Event Causality Extraction (ECE) aims to extract the cause-effect event pairs from the given text, which requires the model to possess a strong reasoning ability to capture event causalities. However, existing works have not adequately exploited the interactions between the cause and effect event that could provide cru... | [
"Liu, Jintao",
"Zhang, Zequn",
"Wei, Kaiwen",
"Guo, Zhi",
"Sun, Xian",
"Jin, Li",
"Li, Xiaoyu"
] | Event Causality Extraction via Implicit Cause-Effect Interactions | emnlp-main.420 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.421.bib | https://aclanthology.org/2023.emnlp-main.421/ | @inproceedings{deas-etal-2023-evaluation,
title = "Evaluation of {A}frican {A}merican Language Bias in Natural Language Generation",
author = "Deas, Nicholas and
Grieser, Jessica and
Kleiner, Shana and
Patton, Desmond and
Turcan, Elsbeth and
McKeown, Kathleen",
editor = "B... | While biases disadvantaging African American Language (AAL) have been uncovered in models for tasks such as speech recognition and toxicity detection, there has been little investigation of these biases for language generation models like ChatGPT. We evaluate how well LLMs understand AAL in comparison to White Mainstre... | [
"Deas, Nicholas",
"Grieser, Jessica",
"Kleiner, Shana",
"Patton, Desmond",
"Turcan, Elsbeth",
"McKeown, Kathleen"
] | Evaluation of African American Language Bias in Natural Language Generation | emnlp-main.421 | 2305.14291 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.422.bib | https://aclanthology.org/2023.emnlp-main.422/ | @inproceedings{hu-etal-2023-systematic,
title = "A Systematic Study of Performance Disparities in Multilingual Task-Oriented Dialogue Systems",
author = "Hu, Songbo and
Zhou, Han and
Yuan, Moy and
Gritta, Milan and
Zhang, Guchun and
Iacobacci, Ignacio and
Korhonen, Anna... | Achieving robust language technologies that can perform well across the world{'}s many languages is a central goal of multilingual NLP. In this work, we take stock of and empirically analyse task performance disparities that exist between multilingual task-oriented dialogue (ToD) systems. We first define new quantitati... | [
"Hu, Songbo",
"Zhou, Han",
"Yuan, Moy",
"Gritta, Milan",
"Zhang, Guchun",
"Iacobacci, Ignacio",
"Korhonen, Anna",
"Vuli{\\'c}, Ivan"
] | A Systematic Study of Performance Disparities in Multilingual Task-Oriented Dialogue Systems | emnlp-main.422 | 2310.12892 | [
""
] | https://huggingface.co/papers/2310.12892 | 1 | 0 | 0 | 8 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.423.bib | https://aclanthology.org/2023.emnlp-main.423/ | @inproceedings{akavarapu-bhattacharya-2023-cognate,
title = "Cognate Transformer for Automated Phonological Reconstruction and Cognate Reflex Prediction",
author = "Akavarapu, V.S.D.S.Mahesh and
Bhattacharya, Arnab",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktit... | Phonological reconstruction is one of the central problems in historical linguistics where a proto-word of an ancestral language is determined from the observed cognate words of daughter languages. Computational approaches to historical linguistics attempt to automate the task by learning models on available linguistic... | [
"Akavarapu, V.S.D.S.Mahesh",
"Bhattacharya, Arnab"
] | Cognate Transformer for Automated Phonological Reconstruction and Cognate Reflex Prediction | emnlp-main.423 | 2310.07487 | [
"https://github.com/mahesh-ak/cognatetransformer"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Oral | |
https://aclanthology.org/2023.emnlp-main.424.bib | https://aclanthology.org/2023.emnlp-main.424/ | @inproceedings{lu-etal-2023-inference,
title = "Inference-Time Policy Adapters ({IPA}): Tailoring Extreme-Scale {LM}s without Fine-tuning",
author = "Lu, Ximing and
Brahman, Faeze and
West, Peter and
Jung, Jaehun and
Chandu, Khyathi and
Ravichander, Abhilasha and
Ammana... | While extreme-scale language models have demonstrated exceptional performance on a variety of language tasks, the degree of control over these language models through pure prompting can often be limited. Directly fine-tuning such language models can be effective for tailoring them, but it can be either extremely costly... | [
"Lu, Ximing",
"Brahman, Faeze",
"West, Peter",
"Jung, Jaehun",
"Ch",
"u, Khyathi",
"Ravich",
"er, Abhilasha",
"Ammanabrolu, Prithviraj",
"Jiang, Liwei",
"Ramnath, Sahana",
"Dziri, Nouha",
"Fisher, Jillian",
"Lin, Bill",
"Hallinan, Skyler",
"Qin, Lianhui",
"Ren, Xiang",
"Welleck, Se... | Inference-Time Policy Adapters (IPA): Tailoring Extreme-Scale LMs without Fine-tuning | emnlp-main.424 | 2305.15065 | [
"https://github.com/gximinglu/ipa"
] | https://huggingface.co/papers/2305.15065 | 2 | 1 | 0 | 17 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.425.bib | https://aclanthology.org/2023.emnlp-main.425/ | @inproceedings{lee-etal-2023-weakly,
title = "Weakly Supervised Semantic Parsing with Execution-based Spurious Program Filtering",
author = "Lee, Kang-il and
Kim, Segwang and
Jung, Kyomin",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of... | The problem of spurious programs is a longstanding challenge when training a semantic parser from weak supervision. To eliminate such programs that have wrong semantics but correct denotation, existing methods focus on exploiting similarities between examples based on domain-specific knowledge. In this paper, we propos... | [
"Lee, Kang-il",
"Kim, Segwang",
"Jung, Kyomin"
] | Weakly Supervised Semantic Parsing with Execution-based Spurious Program Filtering | emnlp-main.425 | 2311.01161 | [
"https://github.com/klee972/exec-filter"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.426.bib | https://aclanthology.org/2023.emnlp-main.426/ | @inproceedings{k-etal-2023-taxonomy,
title = "Taxonomy Expansion for Named Entity Recognition",
author = "K, Karthikeyan and
Vyas, Yogarshi and
Ma, Jie and
Paolini, Giovanni and
John, Neha and
Wang, Shuai and
Benajiba, Yassine and
Castelli, Vittorio and
Ro... | Training a Named Entity Recognition (NER) model often involves fixing a taxonomy of entity types. However, requirements evolve and we might need the NER model to recognize additional entity types. A simple approach is to re-annotate entire dataset with both existing and additional entity types and then train the model ... | [
"K, Karthikeyan",
"Vyas, Yogarshi",
"Ma, Jie",
"Paolini, Giovanni",
"John, Neha",
"Wang, Shuai",
"Benajiba, Yassine",
"Castelli, Vittorio",
"Roth, Dan",
"Ballesteros, Miguel"
] | Taxonomy Expansion for Named Entity Recognition | emnlp-main.426 | 2305.13191 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.427.bib | https://aclanthology.org/2023.emnlp-main.427/ | @inproceedings{eberle-etal-2023-rather,
title = "Rather a Nurse than a Physician - Contrastive Explanations under Investigation",
author = "Eberle, Oliver and
Chalkidis, Ilias and
Cabello, Laura and
Brandl, Stephanie",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kali... | Contrastive explanations, where one decision is explained *in contrast to another*, are supposed to be closer to how humans explain a decision than non-contrastive explanations, where the decision is not necessarily referenced to an alternative. This claim has never been empirically validated. We analyze four English t... | [
"Eberle, Oliver",
"Chalkidis, Ilias",
"Cabello, Laura",
"Br",
"l, Stephanie"
] | Rather a Nurse than a Physician - Contrastive Explanations under Investigation | emnlp-main.427 | 2310.11906 | [
""
] | https://huggingface.co/papers/2310.11906 | 1 | 1 | 0 | 4 | [] | [
"coastalcph/medical-bios"
] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.428.bib | https://aclanthology.org/2023.emnlp-main.428/ | @inproceedings{dwivedi-etal-2023-eticor,
title = "{E}ti{C}or: Corpus for Analyzing {LLM}s for Etiquettes",
author = "Dwivedi, Ashutosh and
Lavania, Pradhyumna and
Modi, Ashutosh",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023 ... | Etiquettes are an essential ingredient of day-to-day interactions among people. Moreover, etiquettes are region-specific, and etiquettes in one region might contradict those in other regions. In this paper, we propose EtiCor, an Etiquettes Corpus, having texts about social norms from five different regions across the g... | [
"Dwivedi, Ashutosh",
"Lavania, Pradhyumna",
"Modi, Ashutosh"
] | EtiCor: Corpus for Analyzing LLMs for Etiquettes | emnlp-main.428 | 2310.18974 | [
"https://github.com/exploration-lab/eticor"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.429.bib | https://aclanthology.org/2023.emnlp-main.429/ | @inproceedings{qi-etal-2023-investigation,
title = "An Investigation of {LLM}s{'} Inefficacy in Understanding Converse Relations",
author = "Qi, Chengwen and
Li, Bowen and
Hui, Binyuan and
Wang, Bailin and
Li, Jinyang and
Wu, Jinwang and
Laili, Yuanjun",
editor = "B... | Large Language Models (LLMs) have achieved remarkable success in many formal language oriented tasks, such as structural data-to-text and semantic parsing. However current benchmarks mostly follow the data distribution of the pre-training data of LLMs. Therefore, a natural question rises that do LLMs really understand ... | [
"Qi, Chengwen",
"Li, Bowen",
"Hui, Binyuan",
"Wang, Bailin",
"Li, Jinyang",
"Wu, Jinwang",
"Laili, Yuanjun"
] | An Investigation of LLMs' Inefficacy in Understanding Converse Relations | emnlp-main.429 | 2310.05163 | [
"https://github.com/3b-group/convre"
] | https://huggingface.co/papers/2310.05163 | 1 | 0 | 0 | 7 | [] | [] | [
"3B-Group/ConvRe-Leaderboard"
] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.430.bib | https://aclanthology.org/2023.emnlp-main.430/ | @inproceedings{wang-etal-2023-towards-low,
title = "Towards Low-Resource Automatic Program Repair with Meta-Learning and Pretrained Language Models",
author = "Wang, Weishi and
Wang, Yue and
Hoi, Steven and
Joty, Shafiq",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, K... | Automatic program repair (APR) has gained increasing attention as an essential technique in software development to reduce manual debugging efforts and boost developers{'} productivity. Recent advances in deep learning (DL) based models have demonstrated promising results by learning from large-scale bug-fix examples i... | [
"Wang, Weishi",
"Wang, Yue",
"Hoi, Steven",
"Joty, Shafiq"
] | Towards Low-Resource Automatic Program Repair with Meta-Learning and Pretrained Language Models | emnlp-main.430 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.431.bib | https://aclanthology.org/2023.emnlp-main.431/ | @inproceedings{rathore-etal-2023-zgul,
title = "{ZGUL}: Zero-shot Generalization to Unseen Languages using Multi-source Ensembling of Language Adapters",
author = "Rathore, Vipul and
Dhingra, Rajdeep and
Singla, Parag and
{Mausam}",
editor = "Bouamor, Houda and
Pino, Juan and
... | We tackle the problem of zero-shot cross-lingual transfer in NLP tasks via the use of language adapters (LAs). Most of the earlier works have explored training with adapter of a single source (often English), and testing either using the target LA or LA of another related language. Training target LA requires unlabeled... | [
"Rathore, Vipul",
"Dhingra, Rajdeep",
"Singla, Parag",
"{Mausam}"
] | ZGUL: Zero-shot Generalization to Unseen Languages using Multi-source Ensembling of Language Adapters | emnlp-main.431 | 2310.16393 | [
"https://github.com/dair-iitd/zgul"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.432.bib | https://aclanthology.org/2023.emnlp-main.432/ | @inproceedings{han-etal-2023-log,
title = "Log-{FGAER}: Logic-Guided Fine-Grained Address Entity Recognition from Multi-Turn Spoken Dialogue",
author = "Han, Xue and
Wang, Yitong and
Hu, Qian and
Hu, Pengwei and
Deng, Chao and
Feng, Junlan",
editor = "Bouamor, Houda and
... | Fine-grained address entity recognition (FGAER) from multi-turn spoken dialogues is particularly challenging. The major reason lies in that a full address is often formed through a conversation process. Different parts of an address are distributed through multiple turns of a dialogue with spoken noises. It is nontrivi... | [
"Han, Xue",
"Wang, Yitong",
"Hu, Qian",
"Hu, Pengwei",
"Deng, Chao",
"Feng, Junlan"
] | Log-FGAER: Logic-Guided Fine-Grained Address Entity Recognition from Multi-Turn Spoken Dialogue | emnlp-main.432 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.433.bib | https://aclanthology.org/2023.emnlp-main.433/ | @inproceedings{das-etal-2023-unified,
title = "Unified Low-Resource Sequence Labeling by Sample-Aware Dynamic Sparse Finetuning",
author = "Das, Sarkar Snigdha Sarathi and
Zhang, Haoran and
Shi, Peng and
Yin, Wenpeng and
Zhang, Rui",
editor = "Bouamor, Houda and
Pino, Juan... | Unified Sequence Labeling that articulates different sequence labeling problems such as Named Entity Recognition, Relation Extraction, Semantic Role Labeling, etc. in a generalized sequence-to-sequence format opens up the opportunity to make the maximum utilization of large language model knowledge toward structured pr... | [
"Das, Sarkar Snigdha Sarathi",
"Zhang, Haoran",
"Shi, Peng",
"Yin, Wenpeng",
"Zhang, Rui"
] | Unified Low-Resource Sequence Labeling by Sample-Aware Dynamic Sparse Finetuning | emnlp-main.433 | 2311.03748 | [
"https://github.com/psunlpgroup/fish-dip"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.434.bib | https://aclanthology.org/2023.emnlp-main.434/ | @inproceedings{nowak-etal-2023-representational,
title = "On the Representational Capacity of Recurrent Neural Language Models",
author = "Nowak, Franz and
Svete, Anej and
Du, Li and
Cotterell, Ryan",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle... | This work investigates the computational expressivity of language models (LMs) based on recurrent neural networks (RNNs). Siegelmann and Sontag (1992) famously showed that RNNs with rational weights and hidden states and unbounded computation time are Turing complete. However, LMs define weightings over strings in addi... | [
"Nowak, Franz",
"Svete, Anej",
"Du, Li",
"Cotterell, Ryan"
] | On the Representational Capacity of Recurrent Neural Language Models | emnlp-main.434 | 2310.12942 | [
"https://github.com/rycolab/rnn-turing-completeness"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.435.bib | https://aclanthology.org/2023.emnlp-main.435/ | @inproceedings{stolfo-etal-2023-mechanistic,
title = "A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis",
author = "Stolfo, Alessandro and
Belinkov, Yonatan and
Sachan, Mrinmaya",
editor = "Bouamor, Houda and
Pino, Juan and
Ba... | Mathematical reasoning in large language models (LMs) has garnered significant attention in recent work, but there is a limited understanding of how these models process and store information related to arithmetic tasks within their architecture. In order to improve our understanding of this aspect of language models, ... | [
"Stolfo, Aless",
"ro",
"Belinkov, Yonatan",
"Sachan, Mrinmaya"
] | A Mechanistic Interpretation of Arithmetic Reasoning in Language Models using Causal Mediation Analysis | emnlp-main.435 | 2305.15054 | [
"https://github.com/alestolfo/lm-arithmetic"
] | https://huggingface.co/papers/2305.15054 | 0 | 0 | 0 | 3 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.436.bib | https://aclanthology.org/2023.emnlp-main.436/ | @inproceedings{bhaskar-etal-2023-benchmarking,
title = "Benchmarking and Improving Text-to-{SQL} Generation under Ambiguity",
author = "Bhaskar, Adithya and
Tomar, Tushar and
Sathe, Ashutosh and
Sarawagi, Sunita",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
... | Research in Text-to-SQL conversion has been largely benchmarked against datasets where each text query corresponds to one correct SQL. However, natural language queries over real-life databases frequently involve significant ambiguity about the intended SQL due to overlapping schema names and multiple confusing relatio... | [
"Bhaskar, Adithya",
"Tomar, Tushar",
"Sathe, Ashutosh",
"Sarawagi, Sunita"
] | Benchmarking and Improving Text-to-SQL Generation under Ambiguity | emnlp-main.436 | 2310.13659 | [
"https://github.com/testzer0/ambiqt"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.437.bib | https://aclanthology.org/2023.emnlp-main.437/ | @inproceedings{zhang-etal-2023-non,
title = "Non-autoregressive Text Editing with Copy-aware Latent Alignments",
author = "Zhang, Yu and
Zhang, Yue and
Cui, Leyang and
Fu, Guohong",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of ... | Recent work has witnessed a paradigm shift from Seq2Seq to Seq2Edit in the field of text editing, with the aim of addressing the slow autoregressive inference problem posed by the former. Despite promising results, Seq2Edit approaches still face several challenges such as inflexibility in generation and difficulty in g... | [
"Zhang, Yu",
"Zhang, Yue",
"Cui, Leyang",
"Fu, Guohong"
] | Non-autoregressive Text Editing with Copy-aware Latent Alignments | emnlp-main.437 | 2310.07821 | [
"https://github.com/yzhangcs/ctc-copy"
] | https://huggingface.co/papers/2310.07821 | 2 | 0 | 0 | 4 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.438.bib | https://aclanthology.org/2023.emnlp-main.438/ | @inproceedings{jalota-etal-2023-translating,
title = "Translating away Translationese without Parallel Data",
author = "Jalota, Rricha and
Chowdhury, Koel and
Espa{\~n}a-Bonet, Cristina and
van Genabith, Josef",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
... | Translated texts exhibit systematic linguistic differences compared to original texts in the same language, and these differences are referred to as translationese. Translationese has effects on various cross-lingual natural language processing tasks, potentially leading to biased results. In this paper, we explore a n... | [
"Jalota, Rricha",
"Chowdhury, Koel",
"Espa{\\~n}a-Bonet, Cristina",
"van Genabith, Josef"
] | Translating away Translationese without Parallel Data | emnlp-main.438 | 2310.18830 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Oral | |
https://aclanthology.org/2023.emnlp-main.439.bib | https://aclanthology.org/2023.emnlp-main.439/ | @inproceedings{yu-etal-2023-prompt,
title = "Prompt-Based {M}onte-{C}arlo Tree Search for Goal-oriented Dialogue Policy Planning",
author = "Yu, Xiao and
Chen, Maximillian and
Yu, Zhou",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of th... | Planning for goal-oriented dialogue often requires simulating future dialogue interactions and estimating task progress. Many approaches thus consider training neural networks to perform look-ahead search algorithms such as A* search and Monte Carlo Tree Search (MCTS). However, this training often require abundant anno... | [
"Yu, Xiao",
"Chen, Maximillian",
"Yu, Zhou"
] | Prompt-Based Monte-Carlo Tree Search for Goal-oriented Dialogue Policy Planning | emnlp-main.439 | 2305.13660 | [
"https://github.com/jasonyux/gdpzero"
] | https://huggingface.co/papers/2305.13660 | 0 | 0 | 0 | 3 | [] | [] | [] | 1 | Oral |
https://aclanthology.org/2023.emnlp-main.440.bib | https://aclanthology.org/2023.emnlp-main.440/ | @inproceedings{liang-etal-2023-unimath,
title = "{U}ni{M}ath: A Foundational and Multimodal Mathematical Reasoner",
author = "Liang, Zhenwen and
Yang, Tianyu and
Zhang, Jipeng and
Zhang, Xiangliang",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle ... | While significant progress has been made in natural language processing (NLP), existing methods exhibit limitations in effectively interpreting and processing diverse mathematical modalities. Therefore, we introduce UniMath, a versatile and unified system designed for multimodal mathematical reasoning tasks. Tackling c... | [
"Liang, Zhenwen",
"Yang, Tianyu",
"Zhang, Jipeng",
"Zhang, Xiangliang"
] | UniMath: A Foundational and Multimodal Mathematical Reasoner | emnlp-main.440 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Oral | |
https://aclanthology.org/2023.emnlp-main.441.bib | https://aclanthology.org/2023.emnlp-main.441/ | @inproceedings{ma-etal-2023-caseencoder,
title = "{C}ase{E}ncoder: A Knowledge-enhanced Pre-trained Model for Legal Case Encoding",
author = "Ma, Yixiao and
Wu, Yueyue and
Su, Weihang and
Ai, Qingyao and
Liu, Yiqun",
editor = "Bouamor, Houda and
Pino, Juan and
Bali,... | Legal case retrieval is a critical process for modern legal information systems. While recent studies have utilized pre-trained language models (PLMs) based on the general domain self-supervised pre-training paradigm to build models for legal case retrieval, there are limitations in using general domain PLMs as backbon... | [
"Ma, Yixiao",
"Wu, Yueyue",
"Su, Weihang",
"Ai, Qingyao",
"Liu, Yiqun"
] | CaseEncoder: A Knowledge-enhanced Pre-trained Model for Legal Case Encoding | emnlp-main.441 | 2305.05393 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.442.bib | https://aclanthology.org/2023.emnlp-main.442/ | @inproceedings{watson-etal-2023-hiddentables,
title = "{H}idden{T}ables and {P}y{QT}ax: A Cooperative Game and Dataset For {T}able{QA} to Ensure Scale and Data Privacy Across a Myriad of Taxonomies",
author = "Watson, William and
Cho, Nicole and
Balch, Tucker and
Veloso, Manuela",
edito... | A myriad of different Large Language Models (LLMs) face a common challenge in contextually analyzing table question-answering tasks. These challenges are engendered from (1) finite context windows for large tables, (2) multi-faceted discrepancies amongst tokenization patterns against cell boundaries, and (3) various li... | [
"Watson, William",
"Cho, Nicole",
"Balch, Tucker",
"Veloso, Manuela"
] | HiddenTables and PyQTax: A Cooperative Game and Dataset For TableQA to Ensure Scale and Data Privacy Across a Myriad of Taxonomies | emnlp-main.442 | 2406.10803 | [
""
] | https://huggingface.co/papers/2406.10803 | 1 | 4 | 1 | 4 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.443.bib | https://aclanthology.org/2023.emnlp-main.443/ | @inproceedings{zhao-etal-2023-causal,
title = "Causal Document-Grounded Dialogue Pre-training",
author = "Zhao, Yingxiu and
Yu, Bowen and
Li, Bowen and
Yu, Haiyang and
Li, Jinyang and
Wang, Chao and
Huang, Fei and
Li, Yongbin and
Zhang, Nevin",
editor ... | The goal of document-grounded dialogue (DocGD) is to generate a response by anchoring the evidence in a supporting document in accordance with the dialogue context. This entails four causally interconnected variables. While task-specific pre-training has significantly enhanced performances on numerous downstream tasks,... | [
"Zhao, Yingxiu",
"Yu, Bowen",
"Li, Bowen",
"Yu, Haiyang",
"Li, Jinyang",
"Wang, Chao",
"Huang, Fei",
"Li, Yongbin",
"Zhang, Nevin"
] | Causal Document-Grounded Dialogue Pre-training | emnlp-main.443 | 2305.10927 | [
"https://github.com/vamsi995/paraphrase-generator"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.444.bib | https://aclanthology.org/2023.emnlp-main.444/ | @inproceedings{prabhu-etal-2023-accented,
title = "Accented Speech Recognition With Accent-specific Codebooks",
author = "Prabhu, Darshan and
Jyothi, Preethi and
Ganapathy, Sriram and
Unni, Vinit",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = ... | Speech accents pose a significant challenge to state-of-the-art automatic speech recognition (ASR) systems. Degradation in performance across underrepresented accents is a severe deterrent to the inclusive adoption of ASR. In this work, we propose a novel accent adaptation approach for end-to-end ASR systems using cros... | [
"Prabhu, Darshan",
"Jyothi, Preethi",
"Ganapathy, Sriram",
"Unni, Vinit"
] | Accented Speech Recognition With Accent-specific Codebooks | emnlp-main.444 | 2310.15970 | [
"https://github.com/csalt-research/accented-codebooks-asr"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.445.bib | https://aclanthology.org/2023.emnlp-main.445/ | @inproceedings{radevski-etal-2023-linking,
title = "Linking Surface Facts to Large-Scale Knowledge Graphs",
author = "Radevski, Gorjan and
Gashteovski, Kiril and
Hung, Chia-Chien and
Lawrence, Carolin and
Glava{\v{s}}, Goran",
editor = "Bouamor, Houda and
Pino, Juan and
... | Open Information Extraction (OIE) methods extract facts from natural language text in the form of ({``}subject{''}; {``}relation{''}; {``}object{''}) triples. These facts are, however, merely surface forms, the ambiguity of which impedes their downstream usage; e.g., the surface phrase {``}Michael Jordan{''} may refer ... | [
"Radevski, Gorjan",
"Gashteovski, Kiril",
"Hung, Chia-Chien",
"Lawrence, Carolin",
"Glava{\\v{s}}, Goran"
] | Linking Surface Facts to Large-Scale Knowledge Graphs | emnlp-main.445 | 2310.14909 | [
"https://github.com/nec-research/fact-linking"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.446.bib | https://aclanthology.org/2023.emnlp-main.446/ | @inproceedings{zhang-etal-2023-sentiment-analysis,
title = "Sentiment Analysis on Streaming User Reviews via Dual-Channel Dynamic Graph Neural Network",
author = "Zhang, Xin and
Zhang, Linhai and
Zhou, Deyu",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitl... | Sentiment analysis on user reviews has achieved great success thanks to the rapid growth of deep learning techniques. The large number of online streaming reviews also provides the opportunity to model temporal dynamics for users and products on the timeline. However, existing methods model users and products in the re... | [
"Zhang, Xin",
"Zhang, Linhai",
"Zhou, Deyu"
] | Sentiment Analysis on Streaming User Reviews via Dual-Channel Dynamic Graph Neural Network | emnlp-main.446 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.447.bib | https://aclanthology.org/2023.emnlp-main.447/ | @inproceedings{de-vries-etal-2023-dumb,
title = "{DUMB}: A Benchmark for Smart Evaluation of {D}utch Models",
author = "de Vries, Wietse and
Wieling, Martijn and
Nissim, Malvina",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023 ... | We introduce the Dutch Model Benchmark: DUMB. The benchmark includes a diverse set of datasets for low-, medium- and high-resource tasks. The total set of nine tasks includes four tasks that were previously not available in Dutch. Instead of relying on a mean score across tasks, we propose Relative Error Reduction (RER... | [
"de Vries, Wietse",
"Wieling, Martijn",
"Nissim, Malvina"
] | DUMB: A Benchmark for Smart Evaluation of Dutch Models | emnlp-main.447 | 2305.13026 | [
"https://github.com/wietsedv/dumb"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.448.bib | https://aclanthology.org/2023.emnlp-main.448/ | @inproceedings{shi-etal-2023-osscse,
title = "{O}ss{CSE}: Overcoming Surface Structure Bias in Contrastive Learning for Unsupervised Sentence Embedding",
author = "Shi, Zhan and
Wang, Guoyin and
Bai, Ke and
Li, Jiwei and
Li, Xiang and
Cui, Qingjun and
Zeng, Belinda and... | Contrastive learning has been demonstrated effective in unsupervised sentence representation learning. Given one sentence, positive pairs are obtained by passing the sentence to the encoder twice using the different dropout masks, and negative pairs are obtained by taking another sentence in the same mini-batch. Howeve... | [
"Shi, Zhan",
"Wang, Guoyin",
"Bai, Ke",
"Li, Jiwei",
"Li, Xiang",
"Cui, Qingjun",
"Zeng, Belinda",
"Chilimbi, Trishul",
"Zhu, Xiaodan"
] | OssCSE: Overcoming Surface Structure Bias in Contrastive Learning for Unsupervised Sentence Embedding | emnlp-main.448 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.449.bib | https://aclanthology.org/2023.emnlp-main.449/ | @inproceedings{zuluaga-gomez-etal-2023-end,
title = "End-to-End Single-Channel Speaker-Turn Aware Conversational Speech Translation",
author = "Zuluaga-Gomez, Juan Pablo and
Huang, Zhaocheng and
Niu, Xing and
Paturi, Rohit and
Srinivasan, Sundararajan and
Mathur, Prashant and... | Conventional speech-to-text translation (ST) systems are trained on single-speaker utterances, and they may not generalize to real-life scenarios where the audio contains conversations by multiple speakers. In this paper, we tackle single-channel multi-speaker conversational ST with an end-to-end and multi-task trainin... | [
"Zuluaga-Gomez, Juan Pablo",
"Huang, Zhaocheng",
"Niu, Xing",
"Paturi, Rohit",
"Srinivasan, Sundararajan",
"Mathur, Prashant",
"Thompson, Brian",
"Federico, Marcello"
] | End-to-End Single-Channel Speaker-Turn Aware Conversational Speech Translation | emnlp-main.449 | 2311.00697 | [
"https://github.com/amazon-science/stac-speech-translation"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.450.bib | https://aclanthology.org/2023.emnlp-main.450/ | @inproceedings{yu-etal-2023-fine,
title = "A Fine-Grained Taxonomy of Replies to Hate Speech",
author = "Yu, Xinchen and
Zhao, Ashley and
Blanco, Eduardo and
Hong, Lingzi",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023 ... | Countering rather than censoring hate speech has emerged as a promising strategy to address hatred. There are many types of counterspeech in user-generated content: addressing the hateful content or its author, generic requests, well-reasoned counter arguments, insults, etc. The effectiveness of counterspeech, which we... | [
"Yu, Xinchen",
"Zhao, Ashley",
"Blanco, Eduardo",
"Hong, Lingzi"
] | A Fine-Grained Taxonomy of Replies to Hate Speech | emnlp-main.450 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.451.bib | https://aclanthology.org/2023.emnlp-main.451/ | @inproceedings{zou-caragea-2023-jointmatch,
title = "{J}oint{M}atch: A Unified Approach for Diverse and Collaborative Pseudo-Labeling to Semi-Supervised Text Classification",
author = "Zou, Henry and
Caragea, Cornelia",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
book... | Semi-supervised text classification (SSTC) has gained increasing attention due to its ability to leverage unlabeled data. However, existing approaches based on pseudo-labeling suffer from the issues of pseudo-label bias and error accumulation. In this paper, we propose JointMatch, a holistic approach for SSTC that addr... | [
"Zou, Henry",
"Caragea, Cornelia"
] | JointMatch: A Unified Approach for Diverse and Collaborative Pseudo-Labeling to Semi-Supervised Text Classification | emnlp-main.451 | 2310.14583 | [
"https://github.com/HenryPengZou/JointMatch"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.452.bib | https://aclanthology.org/2023.emnlp-main.452/ | @inproceedings{mireshghallah-etal-2023-simple,
title = "Simple Temporal Adaptation to Changing Label Sets: Hashtag Prediction via Dense {KNN}",
author = "Mireshghallah, Niloofar and
Vogler, Nikolai and
He, Junxian and
Florez, Omar and
El-Kishky, Ahmed and
Berg-Kirkpatrick, Tay... | User-generated social media data is constantly changing as new trends influence online discussion and personal information is deleted due to privacy concerns. However, traditional NLP models rely on fixed training datasets, which means they are unable to adapt to temporal change{---}both test distribution shift and del... | [
"Mireshghallah, Niloofar",
"Vogler, Nikolai",
"He, Junxian",
"Florez, Omar",
"El-Kishky, Ahmed",
"Berg-Kirkpatrick, Taylor"
] | Simple Temporal Adaptation to Changing Label Sets: Hashtag Prediction via Dense KNN | emnlp-main.452 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.453.bib | https://aclanthology.org/2023.emnlp-main.453/ | @inproceedings{chang-etal-2023-speak,
title = "Speak, Memory: An Archaeology of Books Known to {C}hat{GPT}/{GPT}-4",
author = "Chang, Kent and
Cramer, Mackenzie and
Soni, Sandeep and
Bamman, David",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle =... | In this work, we carry out a data archaeology to infer books that are known to ChatGPT and GPT-4 using a name cloze membership inference query. We find that OpenAI models have memorized a wide collection of copyrighted materials, and that the degree of memorization is tied to the frequency with which passages of those ... | [
"Chang, Kent",
"Cramer, Mackenzie",
"Soni, S",
"eep",
"Bamman, David"
] | Speak, Memory: An Archaeology of Books Known to ChatGPT/GPT-4 | emnlp-main.453 | 2305.00118 | [
"https://github.com/bamman-group/gpt4-books"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.454.bib | https://aclanthology.org/2023.emnlp-main.454/ | @inproceedings{di-marco-etal-2023-study,
title = "A Study on Accessing Linguistic Information in Pre-Trained Language Models by Using Prompts",
author = {Di Marco, Marion and
H{\"a}mmerl, Katharina and
Fraser, Alexander},
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",... | We study whether linguistic information in pre-trained multilingual language models can be accessed by human language: So far, there is no easy method to directly obtain linguistic information and gain insights into the linguistic principles encoded in such models. We use the technique of prompting and formulate lingui... | [
"Di Marco, Marion",
"H{\\\"a}mmerl, Katharina",
"Fraser, Alex",
"er"
] | A Study on Accessing Linguistic Information in Pre-Trained Language Models by Using Prompts | emnlp-main.454 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.455.bib | https://aclanthology.org/2023.emnlp-main.455/ | @inproceedings{funkquist-etal-2023-citebench,
title = "{C}ite{B}ench: A Benchmark for Scientific Citation Text Generation",
author = "Funkquist, Martin and
Kuznetsov, Ilia and
Hou, Yufang and
Gurevych, Iryna",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
... | Science progresses by building upon the prior body of knowledge documented in scientific publications. The acceleration of research makes it hard to stay up-to-date with the recent developments and to summarize the ever-growing body of prior work. To address this, the task of citation text generation aims to produce ac... | [
"Funkquist, Martin",
"Kuznetsov, Ilia",
"Hou, Yufang",
"Gurevych, Iryna"
] | CiteBench: A Benchmark for Scientific Citation Text Generation | emnlp-main.455 | 2212.09577 | [
"https://github.com/ukplab/citebench"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.456.bib | https://aclanthology.org/2023.emnlp-main.456/ | @inproceedings{zhang-etal-2023-heuristic,
title = "From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning",
author = "Zhang, Zheyuan and
Storks, Shane and
Hu, Fengyuan and
Sohn, Sungryull and
Lee, Moontae and
Lee, Honglak and
... | Pre-trained language models (PLMs) have shown impressive performance in various language tasks. However, they are prone to spurious correlations, and often generate illusory information. In real-world applications, PLMs should justify decisions with formalized, coherent reasoning chains, but this challenge remains unde... | [
"Zhang, Zheyuan",
"Storks, Shane",
"Hu, Fengyuan",
"Sohn, Sungryull",
"Lee, Moontae",
"Lee, Honglak",
"Chai, Joyce"
] | From Heuristic to Analytic: Cognitively Motivated Strategies for Coherent Physical Commonsense Reasoning | emnlp-main.456 | 2310.18364 | [
"https://github.com/sled-group/heuristic-analytic-reasoning"
] | https://huggingface.co/papers/2310.18364 | 0 | 0 | 0 | 7 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.457.bib | https://aclanthology.org/2023.emnlp-main.457/ | @inproceedings{kudo-etal-2023-challenging,
title = "A Challenging Multimodal Video Summary: Simultaneously Extracting and Generating Keyframe-Caption Pairs from Video",
author = "Kudo, Keito and
Nagasawa, Haruki and
Suzuki, Jun and
Shimizu, Nobuyuki",
editor = "Bouamor, Houda and
... | This paper proposes a practical multimodal video summarization task setting and a dataset to train and evaluate the task. The target task involves summarizing a given video into a predefined number of keyframe-caption pairs and displaying them in a listable format to grasp the video content quickly. This task aims to e... | [
"Kudo, Keito",
"Nagasawa, Haruki",
"Suzuki, Jun",
"Shimizu, Nobuyuki"
] | A Challenging Multimodal Video Summary: Simultaneously Extracting and Generating Keyframe-Caption Pairs from Video | emnlp-main.457 | 2312.01575 | [
"https://github.com/keitokudo/multi-vidsum"
] | https://huggingface.co/papers/2312.01575 | 0 | 0 | 0 | 4 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.458.bib | https://aclanthology.org/2023.emnlp-main.458/ | @inproceedings{karamolegkou-etal-2023-copyright,
title = "Copyright Violations and Large Language Models",
author = "Karamolegkou, Antonia and
Li, Jiaang and
Zhou, Li and
S{\o}gaard, Anders",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proce... | Language models may memorize more than just facts, including entire chunks of texts seen during training. Fair use exemptions to copyright laws typically allow for limited use of copyrighted material without permission from the copyright holder, but typically for extraction of information from copyrighted materials, ra... | [
"Karamolegkou, Antonia",
"Li, Jiaang",
"Zhou, Li",
"S{\\o}gaard, Anders"
] | Copyright Violations and Large Language Models | emnlp-main.458 | 2310.13771 | [
"https://github.com/coastalcph/copyrightllms"
] | https://huggingface.co/papers/2310.13771 | 1 | 0 | 0 | 4 | [] | [] | [] | 1 | Oral |
https://aclanthology.org/2023.emnlp-main.459.bib | https://aclanthology.org/2023.emnlp-main.459/ | @inproceedings{hou-etal-2023-effects,
title = "Effects of sub-word segmentation on performance of transformer language models",
author = "Hou, Jue and
Katinskaia, Anisia and
Vu, Anh-Duc and
Yangarber, Roman",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
b... | Language modeling is a fundamental task in natural language processing, which has been thoroughly explored with various architectures and hyperparameters. However, few studies focus on the effect of sub-word segmentation on the performance of language models (LMs). In this paper, we compare GPT and BERT models trained ... | [
"Hou, Jue",
"Katinskaia, Anisia",
"Vu, Anh-Duc",
"Yangarber, Roman"
] | Effects of sub-word segmentation on performance of transformer language models | emnlp-main.459 | 2305.05480 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.460.bib | https://aclanthology.org/2023.emnlp-main.460/ | @inproceedings{chiu-etal-2023-symbolic-planning,
title = "Symbolic Planning and Code Generation for Grounded Dialogue",
author = "Chiu, Justin and
Zhao, Wenting and
Chen, Derek and
Vaduguru, Saujas and
Rush, Alexander and
Fried, Daniel",
editor = "Bouamor, Houda and
... | Large language models (LLMs) excel at processing and generating text and code. However, LLMs have had limited applicability in grounded task-oriented dialogue as they are difficult to steer toward task objectives and fail to handle novel grounding. We present a modular and interpretable grounded dialogue system that ad... | [
"Chiu, Justin",
"Zhao, Wenting",
"Chen, Derek",
"Vaduguru, Saujas",
"Rush, Alex",
"er",
"Fried, Daniel"
] | Symbolic Planning and Code Generation for Grounded Dialogue | emnlp-main.460 | 2310.17140 | [
"https://github.com/justinchiu/onecommon-gpt"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.461.bib | https://aclanthology.org/2023.emnlp-main.461/ | @inproceedings{wan-etal-2023-universal,
title = "Universal Self-Adaptive Prompting",
author = "Wan, Xingchen and
Sun, Ruoxi and
Nakhost, Hootan and
Dai, Hanjun and
Eisenschlos, Julian and
Arik, Sercan and
Pfister, Tomas",
editor = "Bouamor, Houda and
Pino, Ju... | A hallmark of modern large language models (LLMs) is their impressive general zero-shot and few-shot abilities, often elicited through in-context learning (ICL) via prompting. However, while highly coveted and being the most general, zero-shot performances in LLMs are still typically weaker due to the lack of guidance ... | [
"Wan, Xingchen",
"Sun, Ruoxi",
"Nakhost, Hootan",
"Dai, Hanjun",
"Eisenschlos, Julian",
"Arik, Sercan",
"Pfister, Tomas"
] | Universal Self-Adaptive Prompting | emnlp-main.461 | 2305.14926 | [
""
] | https://huggingface.co/papers/2305.14926 | 0 | 0 | 0 | 7 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.462.bib | https://aclanthology.org/2023.emnlp-main.462/ | @inproceedings{badel-etal-2023-somali,
title = "{S}omali Information Retrieval Corpus: Bridging the Gap between Query Translation and Dedicated Language Resources",
author = "Badel, Abdisalam and
Zhong, Ting and
Tai, Wenxin and
Zhou, Fan",
editor = "Bouamor, Houda and
Pino, Juan ... | Despite the growing use of the Somali language in various online domains, research on Somali language information retrieval remains limited and primarily relies on query translation due to the lack of a dedicated corpus. To address this problem, we collaborated with language experts and natural language processing (NLP... | [
"Badel, Abdisalam",
"Zhong, Ting",
"Tai, Wenxin",
"Zhou, Fan"
] | Somali Information Retrieval Corpus: Bridging the Gap between Query Translation and Dedicated Language Resources | emnlp-main.462 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.463.bib | https://aclanthology.org/2023.emnlp-main.463/ | @inproceedings{zhu-etal-2023-beat,
title = "Beat {LLM}s at Their Own Game: Zero-Shot {LLM}-Generated Text Detection via Querying {C}hat{GPT}",
author = "Zhu, Biru and
Yuan, Lifan and
Cui, Ganqu and
Chen, Yangyi and
Fu, Chong and
He, Bingxiang and
Deng, Yangdong and
... | Large language models (LLMs), e.g., ChatGPT, have revolutionized the domain of natural language processing because of their excellent performance on various tasks. Despite their great potential, LLMs also incur serious concerns as they are likely to be misused. There are already reported cases of academic cheating by u... | [
"Zhu, Biru",
"Yuan, Lifan",
"Cui, Ganqu",
"Chen, Yangyi",
"Fu, Chong",
"He, Bingxiang",
"Deng, Yangdong",
"Liu, Zhiyuan",
"Sun, Maosong",
"Gu, Ming"
] | Beat LLMs at Their Own Game: Zero-Shot LLM-Generated Text Detection via Querying ChatGPT | emnlp-main.463 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.464.bib | https://aclanthology.org/2023.emnlp-main.464/ | @inproceedings{hu-etal-2023-faithful,
title = "Faithful Model Evaluation for Model-Based Metrics",
author = "Hu, Qian and
Goyal, Palash and
Gupta, Rahul",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023 Conference on Empirical M... | Statistical significance testing is used in natural language processing (NLP) to determine whether the results of a study or experiment are likely to be due to chance or if they reflect a genuine relationship. A key step in significance testing is the estimation of confidence interval which is a function of sample vari... | [
"Hu, Qian",
"Goyal, Palash",
"Gupta, Rahul"
] | Faithful Model Evaluation for Model-Based Metrics | emnlp-main.464 | 2312.17254 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.465.bib | https://aclanthology.org/2023.emnlp-main.465/ | @inproceedings{zhang-etal-2023-content,
title = "Content- and Topology-Aware Representation Learning for Scientific Multi-Literature",
author = "Zhang, Kai and
Song, Kaisong and
Kang, Yangyang and
Liu, Xiaozhong",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
... | Representation learning forms an essential building block in the development of natural language processing architectures. To date, mainstream approaches focus on learning textual information at the sentence- or document-level, unfortunately, overlooking the inter-document connections. This omission decreases the poten... | [
"Zhang, Kai",
"Song, Kaisong",
"Kang, Yangyang",
"Liu, Xiaozhong"
] | Content- and Topology-Aware Representation Learning for Scientific Multi-Literature | emnlp-main.465 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.466.bib | https://aclanthology.org/2023.emnlp-main.466/ | @inproceedings{wilcox-etal-2023-language,
title = "Language Model Quality Correlates with Psychometric Predictive Power in Multiple Languages",
author = "Wilcox, Ethan and
Meister, Clara and
Cotterell, Ryan and
Pimentel, Tiago",
editor = "Bouamor, Houda and
Pino, Juan and
... | Surprisal theory (Hale, 2001; Levy, 2008) posits that a word{'}s reading time is proportional to its surprisal (i.e., to its negative log probability given the proceeding context). Since we are unable to access a word{'}s ground-truth probability, surprisal theory has been empirically tested using surprisal estimates f... | [
"Wilcox, Ethan",
"Meister, Clara",
"Cotterell, Ryan",
"Pimentel, Tiago"
] | Language Model Quality Correlates with Psychometric Predictive Power in Multiple Languages | emnlp-main.466 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.467.bib | https://aclanthology.org/2023.emnlp-main.467/ | @inproceedings{yan-etal-2023-joint,
title = "Joint Entity and Relation Extraction with Span Pruning and Hypergraph Neural Networks",
author = "Yan, Zhaohui and
Yang, Songlin and
Liu, Wei and
Tu, Kewei",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktit... | Entity and Relation Extraction (ERE) is an important task in information extraction. Recent marker-based pipeline models achieve state-of-the-art performance, but still suffer from the error propagation issue. Also, most of current ERE models do not take into account higher-order interactions between multiple entities ... | [
"Yan, Zhaohui",
"Yang, Songlin",
"Liu, Wei",
"Tu, Kewei"
] | Joint Entity and Relation Extraction with Span Pruning and Hypergraph Neural Networks | emnlp-main.467 | 2310.17238 | [
"https://github.com/yanzhh/hgere"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.468.bib | https://aclanthology.org/2023.emnlp-main.468/ | @inproceedings{arora-etal-2023-llms,
title = "Have {LLM}s Advanced Enough? A Challenging Problem Solving Benchmark For Large Language Models",
author = "Arora, Daman and
Singh, Himanshu and
{Mausam}",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Pro... | The performance of large language models (LLMs) on existing reasoning benchmarks has significantly improved over the past years. In response, we present JEEBench, a considerably more challenging benchmark dataset for evaluating the problem solving abilities of LLMs. We curate 515 challenging pre-engineering mathematics... | [
"Arora, Daman",
"Singh, Himanshu",
"{Mausam}"
] | Have LLMs Advanced Enough? A Challenging Problem Solving Benchmark For Large Language Models | emnlp-main.468 | null | [
"https://github.com/hgaurav2k/jeebench"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.469.bib | https://aclanthology.org/2023.emnlp-main.469/ | @inproceedings{opper-etal-2023-strae,
title = "{S}tr{AE}: Autoencoding for Pre-Trained Embeddings using Explicit Structure",
author = "Opper, Mattia and
Prokhorov, Victor and
N, Siddharth",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of... | This work presents StrAE: a Structured Autoencoder framework that through strict adherence to explicit structure, and use of a novel contrastive objective over tree-structured representations, enables effective learning of multi-level representations. Through comparison over different forms of structure, we verify that... | [
"Opper, Mattia",
"Prokhorov, Victor",
"N, Siddharth"
] | StrAE: Autoencoding for Pre-Trained Embeddings using Explicit Structure | emnlp-main.469 | 2305.05588 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.470.bib | https://aclanthology.org/2023.emnlp-main.470/ | @inproceedings{kamoi-etal-2023-wice,
title = "{W}i{CE}: Real-World Entailment for Claims in {W}ikipedia",
author = "Kamoi, Ryo and
Goyal, Tanya and
Diego Rodriguez, Juan and
Durrett, Greg",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceed... | Textual entailment models are increasingly applied in settings like fact-checking, presupposition verification in question answering, or summary evaluation. However, these represent a significant domain shift from existing entailment datasets, and models underperform as a result. We propose WiCE, a new fine-grained tex... | [
"Kamoi, Ryo",
"Goyal, Tanya",
"Diego Rodriguez, Juan",
"Durrett, Greg"
] | WiCE: Real-World Entailment for Claims in Wikipedia | emnlp-main.470 | 2303.01432 | [
"https://github.com/ryokamoi/wice"
] | https://huggingface.co/papers/2303.01432 | 1 | 1 | 0 | 4 | [] | [
"jon-tow/wice"
] | [] | 1 | Oral |
https://aclanthology.org/2023.emnlp-main.471.bib | https://aclanthology.org/2023.emnlp-main.471/ | @inproceedings{basit-etal-2023-natural,
title = "Natural Disaster Tweets Classification Using Multimodal Data",
author = "Basit, Mohammad and
Alam, Bashir and
Fatima, Zubaida and
Shaikh, Salman",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "P... | Social media platforms are extensively used for expressing opinions or conveying information. The information available on such platforms can be used for various humanitarian and disaster-related tasks as distributing messages in different formats through social media is quick and easy. Often this useful information du... | [
"Basit, Mohammad",
"Alam, Bashir",
"Fatima, Zubaida",
"Shaikh, Salman"
] | Natural Disaster Tweets Classification Using Multimodal Data | emnlp-main.471 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.472.bib | https://aclanthology.org/2023.emnlp-main.472/ | @inproceedings{pozzobon-etal-2023-challenges,
title = "On the Challenges of Using Black-Box {API}s for Toxicity Evaluation in Research",
author = "Pozzobon, Luiza and
Ermis, Beyza and
Lewis, Patrick and
Hooker, Sara",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalik... | Perception of toxicity evolves over time and often differs between geographies and cultural backgrounds. Similarly, black-box commercially available APIs for detecting toxicity, such as the Perspective API, are not static, but frequently retrained to address any unattended weaknesses and biases. We evaluate the implica... | [
"Pozzobon, Luiza",
"Ermis, Beyza",
"Lewis, Patrick",
"Hooker, Sara"
] | On the Challenges of Using Black-Box APIs for Toxicity Evaluation in Research | emnlp-main.472 | 2304.12397 | [
"https://github.com/for-ai/black-box-api-challenges"
] | https://huggingface.co/papers/2304.12397 | 2 | 0 | 0 | 4 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.473.bib | https://aclanthology.org/2023.emnlp-main.473/ | @inproceedings{dinu-etal-2023-robocop,
title = "{R}o{B}o{C}o{P}: A Comprehensive {RO}mance {BO}rrowing {CO}gnate Package and Benchmark for Multilingual Cognate Identification",
author = "Dinu, Liviu and
Uban, Ana and
Cristea, Alina and
Dinu, Anca and
Iordache, Ioan-Bogdan and
... | The identification of cognates is a fundamental process in historical linguistics, on which any further research is based. Even though there are several cognate databases for Romance languages, they are rather scattered, incomplete, noisy, contain unreliable information, or have uncertain availability. In this paper we... | [
"Dinu, Liviu",
"Uban, Ana",
"Cristea, Alina",
"Dinu, Anca",
"Iordache, Ioan-Bogdan",
"Georgescu, Simona",
"Zoicas, Laurentiu"
] | RoBoCoP: A Comprehensive ROmance BOrrowing COgnate Package and Benchmark for Multilingual Cognate Identification | emnlp-main.473 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.474.bib | https://aclanthology.org/2023.emnlp-main.474/ | @inproceedings{wang-etal-2023-instructive,
title = "Instructive Dialogue Summarization with Query Aggregations",
author = "Wang, Bin and
Liu, Zhengyuan and
Chen, Nancy",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023 Conference... | Conventional dialogue summarization methods directly generate summaries and do not consider user{'}s specific interests. This poses challenges in cases where the users are more focused on particular topics or aspects. With the advancement of instruction-finetuned language models, we introduce instruction-tuning to dial... | [
"Wang, Bin",
"Liu, Zhengyuan",
"Chen, Nancy"
] | Instructive Dialogue Summarization with Query Aggregations | emnlp-main.474 | 2310.10981 | [
"https://github.com/BinWang28/InstructDS"
] | https://huggingface.co/papers/2310.10981 | 1 | 0 | 0 | 3 | [
"binwang/InstructDS"
] | [
"binwang/DialogSum_with_speaker"
] | [] | 1 | Oral |
https://aclanthology.org/2023.emnlp-main.475.bib | https://aclanthology.org/2023.emnlp-main.475/ | @inproceedings{de-silva-etal-2023-semantic,
title = "Semantic matching for text classification with complex class descriptions",
author = "De Silva, Brian and
Huang, Kuan-Wen and
Lee, Gwang and
Hovsepian, Karen and
Xu, Yan and
Shen, Mingwei",
editor = "Bouamor, Houda and
... | Text classifiers are an indispensable tool for machine learning practitioners, but adapting them to new classes is expensive. To reduce the cost of new classes, previous work exploits class descriptions and/or labels from existing classes. However, these approaches leave a gap in the model development cycle as they sup... | [
"De Silva, Brian",
"Huang, Kuan-Wen",
"Lee, Gwang",
"Hovsepian, Karen",
"Xu, Yan",
"Shen, Mingwei"
] | Semantic matching for text classification with complex class descriptions | emnlp-main.475 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.476.bib | https://aclanthology.org/2023.emnlp-main.476/ | @inproceedings{gu-etal-2023-madnet,
title = "{MADN}et: Maximizing Addressee Deduction Expectation for Multi-Party Conversation Generation",
author = "Gu, Jia-Chen and
Tan, Chao-Hong and
Chu, Caiyuan and
Ling, Zhen-Hua and
Tao, Chongyang and
Liu, Quan and
Liu, Cong",
... | Modeling multi-party conversations (MPCs) with graph neural networks has been proven effective at capturing complicated and graphical information flows. However, existing methods rely heavily on the necessary addressee labels and can only be applied to an ideal setting where each utterance must be tagged with an {``}@{... | [
"Gu, Jia-Chen",
"Tan, Chao-Hong",
"Chu, Caiyuan",
"Ling, Zhen-Hua",
"Tao, Chongyang",
"Liu, Quan",
"Liu, Cong"
] | MADNet: Maximizing Addressee Deduction Expectation for Multi-Party Conversation Generation | emnlp-main.476 | 2305.12733 | [
"https://github.com/lxchtan/hetermpc"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Oral | |
https://aclanthology.org/2023.emnlp-main.477.bib | https://aclanthology.org/2023.emnlp-main.477/ | @inproceedings{lee-etal-2023-glen,
title = "{GLEN}: Generative Retrieval via Lexical Index Learning",
author = "Lee, Sunkyung and
Choi, Minjin and
Lee, Jongwuk",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023 Conference on Empi... | Generative retrieval shed light on a new paradigm of document retrieval, aiming to directly generate the identifier of a relevant document for a query. While it takes advantage of bypassing the construction of auxiliary index structures, existing studies face two significant challenges: (i) the discrepancy between the ... | [
"Lee, Sunkyung",
"Choi, Minjin",
"Lee, Jongwuk"
] | GLEN: Generative Retrieval via Lexical Index Learning | emnlp-main.477 | 2311.03057 | [
"https://github.com/skleee/GLEN"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.478.bib | https://aclanthology.org/2023.emnlp-main.478/ | @inproceedings{zhang-etal-2023-turn,
title = "Turn-Level Active Learning for Dialogue State Tracking",
author = "Zhang, Zihan and
Fang, Meng and
Ye, Fanghua and
Chen, Ling and
Namazi-Rad, Mohammad-Reza",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
... | Dialogue state tracking (DST) plays an important role in task-oriented dialogue systems. However, collecting a large amount of turn-by-turn annotated dialogue data is costly and inefficient. In this paper, we propose a novel turn-level active learning framework for DST to actively select turns in dialogues to annotate.... | [
"Zhang, Zihan",
"Fang, Meng",
"Ye, Fanghua",
"Chen, Ling",
"Namazi-Rad, Mohammad-Reza"
] | Turn-Level Active Learning for Dialogue State Tracking | emnlp-main.478 | 2310.14513 | [
"https://github.com/hyintell/al-dst"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.479.bib | https://aclanthology.org/2023.emnlp-main.479/ | @inproceedings{tu-etal-2023-resee,
title = "{R}e{S}ee: Responding through Seeing Fine-grained Visual Knowledge in Open-domain Dialogue",
author = "Tu, Haoqin and
Li, Yitong and
Mi, Fei and
Yang, Zhongliang",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
bo... | Incorporating visual knowledge into text-only dialogue systems has become a potential direction to imitate the way humans think, imagine, and communicate. However, existing multimodal dialogue systems are either confined by the scale and quality of available datasets or the coarse concept of visual knowledge. To addres... | [
"Tu, Haoqin",
"Li, Yitong",
"Mi, Fei",
"Yang, Zhongliang"
] | ReSee: Responding through Seeing Fine-grained Visual Knowledge in Open-domain Dialogue | emnlp-main.479 | 2305.13602 | [
"https://github.com/imkett/resee"
] | https://huggingface.co/papers/2305.13602 | 1 | 1 | 0 | 4 | [] | [
"PahaII/ReSee_data"
] | [] | 1 | Oral |
https://aclanthology.org/2023.emnlp-main.480.bib | https://aclanthology.org/2023.emnlp-main.480/ | @inproceedings{tian-etal-2023-modeling,
title = "Modeling Conceptual Attribute Likeness and Domain Inconsistency for Metaphor Detection",
author = "Tian, Yuan and
Xu, Nan and
Mao, Wenji and
Zeng, Daniel",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
bookt... | Metaphor detection is an important and challenging task in natural language processing, which aims to distinguish between metaphorical and literal expressions in text. Previous studies mainly leverage the incongruity of source and target domains and contextual clues for detection, neglecting similar attributes shared b... | [
"Tian, Yuan",
"Xu, Nan",
"Mao, Wenji",
"Zeng, Daniel"
] | Modeling Conceptual Attribute Likeness and Domain Inconsistency for Metaphor Detection | emnlp-main.480 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.481.bib | https://aclanthology.org/2023.emnlp-main.481/ | @inproceedings{huang-satoh-2023-referring,
title = "Referring Image Segmentation via Joint Mask Contextual Embedding Learning and Progressive Alignment Network",
author = "Huang, Ziling and
Satoh, Shin{'}ichi",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "... | Referring image segmentation is a task that aims to predict pixel-wise masks corresponding to objects in an image described by natural language expressions. Previous methods for referring image segmentation employ a cascade framework to break down complex problems into multiple stages. However, its defects also obvious... | [
"Huang, Ziling",
"Satoh, Shin{'}ichi"
] | Referring Image Segmentation via Joint Mask Contextual Embedding Learning and Progressive Alignment Network | emnlp-main.481 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.482.bib | https://aclanthology.org/2023.emnlp-main.482/ | @inproceedings{wang-etal-2023-shall,
title = "Shall We Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study",
author = "Wang, Boxin and
Ping, Wei and
Xu, Peng and
McAfee, Lawrence and
Liu, Zihan and
Shoeybi, Mohammad and
Dong, Yi and
Kuch... | Large decoder-only language models (LMs) can be largely improved in terms of perplexity by retrieval (e.g., RETRO), but its impact on text generation quality and downstream task accuracy is unclear. Thus, it is still an open question: shall we pretrain large autoregressive LMs with retrieval? To answer it, we perform a... | [
"Wang, Boxin",
"Ping, Wei",
"Xu, Peng",
"McAfee, Lawrence",
"Liu, Zihan",
"Shoeybi, Mohammad",
"Dong, Yi",
"Kuchaiev, Oleksii",
"Li, Bo",
"Xiao, Chaowei",
"An",
"kumar, Anima",
"Catanzaro, Bryan"
] | Shall We Pretrain Autoregressive Language Models with Retrieval? A Comprehensive Study | emnlp-main.482 | 2304.06762 | [
"https://github.com/NVIDIA/Megatron-LM"
] | https://huggingface.co/papers/2304.06762 | 2 | 1 | 0 | 12 | [
"nvidia/retro-48b-instruct-4k",
"nvidia/retro-8b-instruct-4k"
] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.483.bib | https://aclanthology.org/2023.emnlp-main.483/ | @inproceedings{lu-etal-2023-scitab,
title = "{SCITAB}: A Challenging Benchmark for Compositional Reasoning and Claim Verification on Scientific Tables",
author = "Lu, Xinyuan and
Pan, Liangming and
Liu, Qian and
Nakov, Preslav and
Kan, Min-Yen",
editor = "Bouamor, Houda and
... | Current scientific fact-checking benchmarks exhibit several shortcomings, such as biases arising from crowd-sourced claims and an over-reliance on text-based evidence. We present SCITAB, a challenging evaluation dataset consisting of 1.2K expert-verified scientific claims that 1) originate from authentic scientific pub... | [
"Lu, Xinyuan",
"Pan, Liangming",
"Liu, Qian",
"Nakov, Preslav",
"Kan, Min-Yen"
] | SCITAB: A Challenging Benchmark for Compositional Reasoning and Claim Verification on Scientific Tables | emnlp-main.483 | 2305.13186 | [
"https://github.com/xinyuanlu00/scitab"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.484.bib | https://aclanthology.org/2023.emnlp-main.484/ | @inproceedings{zhang-etal-2023-training,
title = "Training Simultaneous Speech Translation with Robust and Random Wait-k-Tokens Strategy",
author = "Zhang, Linlin and
Fan, Kai and
Bu, Jiajun and
Huang, Zhongqiang",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",... | Simultaneous Speech Translation (SimulST) is a task focused on ensuring high-quality translation of speech in low-latency situations. Despite this, the modality gap (\textit{e.g.}, unknown word boundaries) between audio and text presents a challenge. This gap hinders the effective application of policies from simultane... | [
"Zhang, Linlin",
"Fan, Kai",
"Bu, Jiajun",
"Huang, Zhongqiang"
] | Training Simultaneous Speech Translation with Robust and Random Wait-k-Tokens Strategy | emnlp-main.484 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.485.bib | https://aclanthology.org/2023.emnlp-main.485/ | @inproceedings{fu-etal-2023-scene,
title = "{SCENE}: Self-Labeled Counterfactuals for Extrapolating to Negative Examples",
author = "Fu, Deqing and
Godbole, Ameya and
Jia, Robin",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023 ... | Detecting negatives (such as non-entailment relationships, unanswerable questions, and false claims) is an important and challenging aspect of many natural language understanding tasks. Though manually collecting challenging negative examples can help models detect them, it is both costly and domain-specific. In this w... | [
"Fu, Deqing",
"Godbole, Ameya",
"Jia, Robin"
] | SCENE: Self-Labeled Counterfactuals for Extrapolating to Negative Examples | emnlp-main.485 | 2305.07984 | [
"https://github.com/deqingfu/scene"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.486.bib | https://aclanthology.org/2023.emnlp-main.486/ | @inproceedings{zhu-etal-2023-enhancing,
title = "Enhancing Code-Switching for Cross-lingual {SLU}: A Unified View of Semantic and Grammatical Coherence",
author = "Zhu, Zhihong and
Cheng, Xuxin and
Huang, Zhiqi and
Chen, Dongsheng and
Zou, Yuexian",
editor = "Bouamor, Houda and
... | Despite the success of spoken language understanding (SLU) in high-resource languages, achieving similar performance in low-resource settings, such as zero-shot scenarios, remains challenging due to limited labeled training data. To improve zero-shot cross-lingual SLU, recent studies have explored code-switched sentenc... | [
"Zhu, Zhihong",
"Cheng, Xuxin",
"Huang, Zhiqi",
"Chen, Dongsheng",
"Zou, Yuexian"
] | Enhancing Code-Switching for Cross-lingual SLU: A Unified View of Semantic and Grammatical Coherence | emnlp-main.486 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Oral | |
https://aclanthology.org/2023.emnlp-main.487.bib | https://aclanthology.org/2023.emnlp-main.487/ | @inproceedings{xiao-etal-2023-task,
title = "Task-Agnostic Low-Rank Adapters for Unseen {E}nglish Dialects",
author = "Xiao, Zedian and
Held, William and
Liu, Yanchen and
Yang, Diyi",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings o... | Large Language Models (LLMs) are trained on corpora disproportionally weighted in favor of Standard American English. As a result, speakers of other dialects experience significantly more failures when interacting with these technologies. In practice, these speakers often accommodate their speech to be better understoo... | [
"Xiao, Zedian",
"Held, William",
"Liu, Yanchen",
"Yang, Diyi"
] | Task-Agnostic Low-Rank Adapters for Unseen English Dialects | emnlp-main.487 | 2311.00915 | [
"https://github.com/zedian/hyperlora"
] | https://huggingface.co/papers/2311.00915 | 2 | 1 | 0 | 4 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.488.bib | https://aclanthology.org/2023.emnlp-main.488/ | @inproceedings{che-etal-2023-federated,
title = "Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization",
author = "Che, Tianshi and
Liu, Ji and
Zhou, Yang and
Ren, Jiaxiang and
Zhou, Jiwen and
Sheng, Victor and
Dai,... | Federated learning (FL) is a promising paradigm to enable collaborative model training with decentralized data. However, the training process of Large Language Models (LLMs) generally incurs the update of significant parameters, which limits the applicability of FL techniques to tackle the LLMs in real scenarios. Promp... | [
"Che, Tianshi",
"Liu, Ji",
"Zhou, Yang",
"Ren, Jiaxiang",
"Zhou, Jiwen",
"Sheng, Victor",
"Dai, Huaiyu",
"Dou, Dejing"
] | Federated Learning of Large Language Models with Parameter-Efficient Prompt Tuning and Adaptive Optimization | emnlp-main.488 | 2310.15080 | [
"https://github.com/llm-eff/fedpeptao"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.489.bib | https://aclanthology.org/2023.emnlp-main.489/ | @inproceedings{chen-etal-2023-theoremqa,
title = "{T}heorem{QA}: A Theorem-driven Question Answering Dataset",
author = "Chen, Wenhu and
Yin, Ming and
Ku, Max and
Lu, Pan and
Wan, Yixin and
Ma, Xueguang and
Xu, Jianyu and
Wang, Xinyi and
Xia, Tony",
ed... | The recent LLMs like GPT-4 and PaLM-2 have made tremendous progress in solving fundamental math problems like GSM8K by achieving over 90{\%} accuracy. However, their capabilities to solve more challenging math problems which require domain-specific knowledge (i.e. theorem) have yet to be investigated. In this paper, we... | [
"Chen, Wenhu",
"Yin, Ming",
"Ku, Max",
"Lu, Pan",
"Wan, Yixin",
"Ma, Xueguang",
"Xu, Jianyu",
"Wang, Xinyi",
"Xia, Tony"
] | TheoremQA: A Theorem-driven Question Answering Dataset | emnlp-main.489 | 2305.12524 | [
"https://github.com/wenhuchen/theoremqa"
] | https://huggingface.co/papers/2305.12524 | 3 | 1 | 0 | 9 | [] | [
"TIGER-Lab/TheoremQA"
] | [
"TIGER-Lab/Science-Leaderboard"
] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.490.bib | https://aclanthology.org/2023.emnlp-main.490/ | @inproceedings{su-etal-2023-scalable,
title = "Scalable-{DSC}: A Structural Template Prompt Approach to Scalable Dialogue State Correction",
author = "Su, Haoxiang and
Xie, Hongyan and
Huang, Hao and
Song, Shuangyong and
Fang, Ruiyu and
Huang, Xiaomeng and
Feng, Sijie",... | Dialogue state error correction has recently been proposed to correct wrong slot values in predicted dialogue states, thereby mitigating the error propagation problem for dialogue state tracking (DST). These approaches, though effective, are heavily intertwined with specific DST models, limiting their applicability to ... | [
"Su, Haoxiang",
"Xie, Hongyan",
"Huang, Hao",
"Song, Shuangyong",
"Fang, Ruiyu",
"Huang, Xiaomeng",
"Feng, Sijie"
] | Scalable-DSC: A Structural Template Prompt Approach to Scalable Dialogue State Correction | emnlp-main.490 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.491.bib | https://aclanthology.org/2023.emnlp-main.491/ | @inproceedings{zhang-etal-2023-dont,
title = "Don{'}t Trust {C}hat{GPT} when your Question is not in {E}nglish: A Study of Multilingual Abilities and Types of {LLM}s",
author = "Zhang, Xiang and
Li, Senyu and
Hauer, Bradley and
Shi, Ning and
Kondrak, Grzegorz",
editor = "Bouamor,... | Large language models (LLMs) have demonstrated exceptional natural language understanding abilities, and have excelled in a variety of natural language processing (NLP) tasks. Despite the fact that most LLMs are trained predominantly on English, multiple studies have demonstrated their capabilities in a variety of lang... | [
"Zhang, Xiang",
"Li, Senyu",
"Hauer, Bradley",
"Shi, Ning",
"Kondrak, Grzegorz"
] | Don't Trust ChatGPT when your Question is not in English: A Study of Multilingual Abilities and Types of LLMs | emnlp-main.491 | 2305.16339 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Oral | |
https://aclanthology.org/2023.emnlp-main.492.bib | https://aclanthology.org/2023.emnlp-main.492/ | @inproceedings{wang-etal-2023-m3seg,
title = "{M}$^3${S}eg: A Maximum-Minimum Mutual Information Paradigm for Unsupervised Topic Segmentation in {ASR} Transcripts",
author = "Wang, Ke and
Zhao, Xiutian and
Li, Yanghui and
Peng, Wei",
editor = "Bouamor, Houda and
Pino, Juan and
... | Topic segmentation aims to detect topic boundaries and split automatic speech recognition transcriptions (e.g., meeting transcripts) into segments that are bounded by thematic meanings. In this work, we propose M$^3$Seg, a novel Maximum-Minimum Mutual information paradigm for linear topic segmentation without using any... | [
"Wang, Ke",
"Zhao, Xiutian",
"Li, Yanghui",
"Peng, Wei"
] | M^3Seg: A Maximum-Minimum Mutual Information Paradigm for Unsupervised Topic Segmentation in ASR Transcripts | emnlp-main.492 | null | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.493.bib | https://aclanthology.org/2023.emnlp-main.493/ | @inproceedings{xie-etal-2023-empirical,
title = "Empirical Study of Zero-Shot {NER} with {C}hat{GPT}",
author = "Xie, Tingyu and
Li, Qi and
Zhang, Jian and
Zhang, Yan and
Liu, Zuozhu and
Wang, Hongwei",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika... | Large language models (LLMs) exhibited powerful capability in various natural language processing tasks. This work focuses on exploring LLM performance on zero-shot information extraction, with a focus on the ChatGPT and named entity recognition (NER) task. Inspired by the remarkable reasoning capability of LLM on symb... | [
"Xie, Tingyu",
"Li, Qi",
"Zhang, Jian",
"Zhang, Yan",
"Liu, Zuozhu",
"Wang, Hongwei"
] | Empirical Study of Zero-Shot NER with ChatGPT | emnlp-main.493 | 2310.10035 | [
"https://github.com/emma1066/zero-shot-ner-with-chatgpt"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.494.bib | https://aclanthology.org/2023.emnlp-main.494/ | @inproceedings{pryzant-etal-2023-automatic,
title = "Automatic Prompt Optimization with {``}Gradient Descent{''} and Beam Search",
author = "Pryzant, Reid and
Iter, Dan and
Li, Jerry and
Lee, Yin and
Zhu, Chenguang and
Zeng, Michael",
editor = "Bouamor, Houda and
Pi... | Large Language Models (LLMs) have shown impressive performance as general purpose agents, but their abilities remain highly dependent on prompts which are hand written with onerous trial-and-error effort. We propose a simple and nonparametric solution to this problem, Prompt Optimization with Textual Gradients (ProTeGi... | [
"Pryzant, Reid",
"Iter, Dan",
"Li, Jerry",
"Lee, Yin",
"Zhu, Chenguang",
"Zeng, Michael"
] | Automatic Prompt Optimization with “Gradient Descent” and Beam Search | emnlp-main.494 | 2305.03495 | [
"https://github.com/microsoft/lmops"
] | https://huggingface.co/papers/2305.03495 | 0 | 1 | 0 | 6 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.495.bib | https://aclanthology.org/2023.emnlp-main.495/ | @inproceedings{jiang-etal-2023-active,
title = "Active Retrieval Augmented Generation",
author = "Jiang, Zhengbao and
Xu, Frank and
Gao, Luyu and
Sun, Zhiqing and
Liu, Qian and
Dwivedi-Yu, Jane and
Yang, Yiming and
Callan, Jamie and
Neubig, Graham",
ed... | Despite the remarkable ability of large language models (LMs) to comprehend and generate language, they have a tendency to hallucinate and create factually inaccurate output. Augmenting LMs by retrieving information from external knowledge resources is one promising solution. Most existing retrieval augmented LMs emplo... | [
"Jiang, Zhengbao",
"Xu, Frank",
"Gao, Luyu",
"Sun, Zhiqing",
"Liu, Qian",
"Dwivedi-Yu, Jane",
"Yang, Yiming",
"Callan, Jamie",
"Neubig, Graham"
] | Active Retrieval Augmented Generation | emnlp-main.495 | 2406.12534 | [
"https://github.com/jzbjyb/flare"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.496.bib | https://aclanthology.org/2023.emnlp-main.496/ | @inproceedings{bhatia-shwartz-2023-gd,
title = "{GD}-{COMET}: A Geo-Diverse Commonsense Inference Model",
author = "Bhatia, Mehar and
Shwartz, Vered",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023 Conference on Empirical Methods in N... | With the increasing integration of AI into everyday life, it{'}s becoming crucial to design AI systems to serve users from diverse backgrounds by making them culturally aware. In this paper, we present GD-COMET, a geo-diverse version of the COMET commonsense inference model. GD-COMET goes beyond Western commonsense kno... | [
"Bhatia, Mehar",
"Shwartz, Vered"
] | GD-COMET: A Geo-Diverse Commonsense Inference Model | emnlp-main.496 | 2310.15383 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Oral | |
https://aclanthology.org/2023.emnlp-main.497.bib | https://aclanthology.org/2023.emnlp-main.497/ | @inproceedings{yang-etal-2023-multi-level,
title = "Multi-level Adaptive Contrastive Learning for Knowledge Internalization in Dialogue Generation",
author = "Yang, Chenxu and
Lin, Zheng and
Wang, Lanrui and
Tian, Chong and
Pang, Liang and
Li, Jiangnan and
Ho, Qirong a... | Knowledge-grounded dialogue generation aims to mitigate the issue of text degeneration by incorporating external knowledge to supplement the context. However, the model often fails to internalize this information into responses in a human-like manner. Instead, it simply inserts segments of the provided knowledge into g... | [
"Yang, Chenxu",
"Lin, Zheng",
"Wang, Lanrui",
"Tian, Chong",
"Pang, Liang",
"Li, Jiangnan",
"Ho, Qirong",
"Cao, Yanan",
"Wang, Weiping"
] | Multi-level Adaptive Contrastive Learning for Knowledge Internalization in Dialogue Generation | emnlp-main.497 | 2310.08943 | [
""
] | https://huggingface.co/papers/2310.08943 | 0 | 0 | 0 | 9 | [] | [] | [] | 1 | Poster |
https://aclanthology.org/2023.emnlp-main.498.bib | https://aclanthology.org/2023.emnlp-main.498/ | @inproceedings{goldsack-etal-2023-enhancing,
title = "Enhancing Biomedical Lay Summarisation with External Knowledge Graphs",
author = "Goldsack, Tomas and
Zhang, Zhihao and
Tang, Chen and
Scarton, Carolina and
Lin, Chenghua",
editor = "Bouamor, Houda and
Pino, Juan and
... | Previous approaches for automatic lay summarisation are exclusively reliant on the source article that, given it is written for a technical audience (e.g., researchers), is unlikely to explicitly define all technical concepts or state all of the background information that is relevant for a lay audience. We address thi... | [
"Goldsack, Tomas",
"Zhang, Zhihao",
"Tang, Chen",
"Scarton, Carolina",
"Lin, Chenghua"
] | Enhancing Biomedical Lay Summarisation with External Knowledge Graphs | emnlp-main.498 | 2310.15702 | [
"https://github.com/tgoldsack1/enhancing_biomedical_lay_summarisation_with_external_knowledge_graphs"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.499.bib | https://aclanthology.org/2023.emnlp-main.499/ | @inproceedings{shi-etal-2023-diffusion,
title = "A Diffusion Weighted Graph Framework for New Intent Discovery",
author = "Shi, Wenkai and
An, Wenbin and
Tian, Feng and
Zheng, Qinghua and
Wang, QianYing and
Chen, Ping",
editor = "Bouamor, Houda and
Pino, Juan and
... | New Intent Discovery (NID) aims to recognize both new and known intents from unlabeled data with the aid of limited labeled data containing only known intents. Without considering structure relationships between samples, previous methods generate noisy supervisory signals which cannot strike a balance between quantity ... | [
"Shi, Wenkai",
"An, Wenbin",
"Tian, Feng",
"Zheng, Qinghua",
"Wang, QianYing",
"Chen, Ping"
] | A Diffusion Weighted Graph Framework for New Intent Discovery | emnlp-main.499 | 2310.15836 | [
"https://github.com/yibai-shi/dwgf"
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster | |
https://aclanthology.org/2023.emnlp-main.500.bib | https://aclanthology.org/2023.emnlp-main.500/ | @inproceedings{nguyen-etal-2023-self,
title = "A Self-enhancement Multitask Framework for Unsupervised Aspect Category Detection",
author = "Nguyen, Thi-Nhung and
Ngo, Hoang and
Nguyen, Kiem-Hieu and
Cao, Tuan-Dung",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika... | Our work addresses the problem of unsupervised Aspect Category Detection using a small set of seed words. Recent works have focused on learning embedding spaces for seed words and sentences to establish similarities between sentences and aspects. However, aspect representations are limited by the quality of initial see... | [
"Nguyen, Thi-Nhung",
"Ngo, Hoang",
"Nguyen, Kiem-Hieu",
"Cao, Tuan-Dung"
] | A Self-enhancement Multitask Framework for Unsupervised Aspect Category Detection | emnlp-main.500 | 2311.09708 | [
""
] | -1 | -1 | -1 | -1 | [] | [] | [] | 0 | Poster |
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